A design method of a full-fixed-point neural network
A neural network and design method technology, applied in the field of artificial intelligence neural network, can solve the problems of high resource occupation, high cost, and high power consumption, and achieve the effects of low power consumption and cost, less resource occupation, and good timing convergence
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[0025] The design concept of the present invention is: a fully fixed-point design of the artificial intelligence neural network, simplify the neural network, improve the utilization rate of computing resources, reduce area, and save power consumption and cost.
[0026] The present invention includes the following steps:
[0027] Step 1: Design the neural network framework and select a saturated activation function as the neural network activation function.
[0028] Step 2: Select the initial overall fixed-point width according to the application scenario of the neural network.
[0029] Combining accuracy requirements, power consumption requirements, and cost requirements, you can choose 8bit ~ 128bit as the overall fixed-point bit width. The overall fixed-point bit width includes the decimal part bit width and the integer part bit width.
[0030] Step 3: Determine the initial bit width of the decimal part and the integer part according to the accuracy requirements and the data characte...
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